Vibration-based monitoring and prediction of surface profile change and pitting density in a spur gear wear process

•We propose a novel vibration-based approach for monitoring and predicting gear wear.•Approach suitable for two main wear phenomena, gear profile change and surface pitting.•An effective and efficient surface pitting model is developed in the proposed methodology.•Effectiveness of approach validated using vibration data from lubricated and dry tests.